JOURNAL ARTICLE

Retracted: Voice Based Emotion Detection using Deep Neural Networks

R. Vijaya SaraswathiDheeraj NandigamaR VasaviB Ganesh BabuD Sai Shivani

Year: 2021 Journal:   2021 International Conference on Smart Generation Computing, Communication and Networking (SMART GENCON) Pages: 1-6

Abstract

each activity suggestion is based on the induction of the seen feeling. These specifically influence the state of reality. In order to get emotional-related reaction from robots, computers and other cleverly machines, the primary and unequivocal step is precise emotion recognition. This extend presents the execution of this work with the profound learning method of Convolution Neural Systems (CNN). The design is an adaption of image processing CNN, modified in Python utilizing Keras model-level library and Tensor Flow backend. The foundation that lays the establishment of the classification of emotions based on voice parameters is briefly displayed. This can be based on the adjustment of the profound learning demonstrated for preparing the sound records, the training of the CNN with a set of recordings. The included extraction is done by utilizing the librosa library which changes over the sound records into the specified information i.e. MFCC (Mel Recurrence Cepstral Coefficients).Keras library is utilized for the numerical computations. LSTM with CNN is actualized within the handle to move forward the precision of the framework. The dataset used in this process in RAVDESS.

Keywords:
Computer science Convolutional neural network Speech recognition Mel-frequency cepstrum Artificial intelligence Python (programming language) Artificial neural network Feature extraction Deep learning Computation Emotion classification Convolution (computer science) Robustness (evolution) Pattern recognition (psychology) Programming language

Metrics

7
Cited By
1.54
FWCI (Field Weighted Citation Impact)
5
Refs
0.83
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Smart Agriculture and AI
Life Sciences →  Agricultural and Biological Sciences →  Plant Science
IoT-based Smart Home Systems
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Fire Detection and Safety Systems
Physical Sciences →  Engineering →  Safety, Risk, Reliability and Quality

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